Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	222500
Missing cells	234318
Missing cells (%)	6.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	13.8 MiB
Average record size in memory	65.0 B

Variable types

NUM	8
CAT	6
BOOL	2

Reproduction

Analysis started	2020-03-26 17:53:19.113986
Analysis finished	2020-03-26 19:22:23.734206
Version	pandas-profiling v2.5.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

`Census_OEMNameIdentifier` has 2243 (1.0%) missing values	Missing
`Census_OEMModelIdentifier` has 2401 (1.1%) missing values	Missing
`Census_ProcessorClass` has 221498 (99.5%) missing values	Missing

df_index
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct count	222500
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	223242.75157752808
Minimum	3
Maximum	446244
Zeros	0
Zeros (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	3
5-th percentile	22424.95
Q1	111764.5
median	223196.5
Q3	334939.25
95-th percentile	423972.1
Maximum	446244
Range	446241
Interquartile range (IQR)	223174.75

Descriptive statistics

Standard deviation	128837.2552
Coefficient of variation (CV)	0.577117305
Kurtosis	-1.20097224
Mean	223242.7516
Median Absolute Deviation (MAD)	111586.7464
Skewness	0.0003429752968
Sum	4.967151223e+10
Variance	1.659903832e+10

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[3.00000e+00 4.46244e+05], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
4094	1	< 0.1%
204086	1	< 0.1%
62795	1	< 0.1%
58697	1	< 0.1%
60744	1	< 0.1%
36164	1	< 0.1%
46403	1	< 0.1%
48450	1	< 0.1%
42305	1	< 0.1%
44352	1	< 0.1%
Other values (222490)	222490	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
446244	1	< 0.1%
446241	1	< 0.1%
446235	1	< 0.1%
446231	1	< 0.1%
446224	1	< 0.1%

Census_MDC2FormFactor
Categorical

Distinct count	12
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	217.8 KiB

Notebook	144007
Desktop	50461
Convertible	10173
AllInOne	7410
Detachable	5698
Other values (7)	4751

Value	Count	Frequency (%)
Notebook	144007	64.7%
Desktop	50461	22.7%
Convertible	10173	4.6%
AllInOne	7410	3.3%
Detachable	5698	2.6%
PCOther	3278	1.5%
LargeTablet	1012	0.5%
SmallTablet	264	0.1%
SmallServer	131	0.1%
MediumServer	47	< 0.1%
Other values (2)	19	< 0.1%

Length

Max length	12
Mean length	7.966930337
Min length	7

Value	Count	Frequency (%)
Lowercase_Letter	19	63.3%
Uppercase_Letter	11	36.7%

Value	Count	Frequency (%)
Latin	30	100.0%

Value	Count	Frequency (%)
ASCII	30	100.0%

Census_DeviceFamily
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	217.5 KiB

Windows.Desktop	222258
Windows.Server	241
Windows	1

Value	Count	Frequency (%)
Windows.Desktop	222258	99.9%
Windows.Server	241	0.1%
Windows	1	< 0.1%

Length

Max length	15
Mean length	14.9988809
Min length	7

Value	Count	Frequency (%)
Lowercase_Letter	12	75.0%
Uppercase_Letter	3	18.8%
Other_Punctuation	1	6.2%

Value	Count	Frequency (%)
Latin	15	93.8%
Common	1	6.2%

Value	Count	Frequency (%)
ASCII	16	100.0%

Census_OEMNameIdentifier
Real number (ℝ_≥0)

MISSING

Distinct count	1009
Unique (%)	0.5%
Missing	2243
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%

Mean	2197.5884
Minimum	74.0
Maximum	6143.0
Zeros	0
Zeros (%)	0.0%
Memory size	869.3 KiB

Quantile statistics

Minimum	74
5-th percentile	525
Q1	1443
median	2102
Q3	2668
95-th percentile	4730
Maximum	6143
Range	6069
Interquartile range (IQR)	1225

Descriptive statistics

Standard deviation	1298.672241
Coefficient of variation (CV)	0.5909533501
Kurtosis	-0.3988922536
Mean	2197.588379
Median Absolute Deviation (MAD)	996.3306274
Skewness	0.5477777123
Sum	484034240
Variance	1686549.625

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2668	32453	14.6%
2102	26892	12.1%
1443	24130	10.8%
2206	22459	10.1%
585	22198	10.0%
525	21947	9.9%
4589	8562	3.8%
1980	7915	3.6%
4730	7243	3.3%
4142	4624	2.1%
Other values (999)	41834	18.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
74	3	< 0.1%
82	2	< 0.1%
86	5	< 0.1%
165	3	< 0.1%
176	16	< 0.1%

Value	Count	Frequency (%)
6143	1	< 0.1%
6142	1	< 0.1%
6095	1	< 0.1%
6086	2	< 0.1%
6062	12	< 0.1%

Census_OEMModelIdentifier
Real number (ℝ_≥0)

MISSING

Distinct count	24613
Unique (%)	11.2%
Missing	2401
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	238712.25
Minimum	23.0
Maximum	345496.0
Zeros	0
Zeros (%)	0.0%
Memory size	869.3 KiB

Quantile statistics

Minimum	23
5-th percentile	83257
Q1	189586
median	245971
Q3	303366
95-th percentile	331210.0938
Maximum	345496
Range	345473
Interquartile range (IQR)	113780

Descriptive statistics

Standard deviation	72003.53125
Coefficient of variation (CV)	0.3016331494
Kurtosis	1.158289671
Mean	238712.25
Median Absolute Deviation (MAD)	54601.05078
Skewness	-0.9952222109
Sum	5.254032589e+10
Variance	5184508416

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
313586	8448	3.8%
242491	6770	3.0%
317701	3736	1.7%
317708	3087	1.4%
188345	2031	0.9%
245824	2012	0.9%
228975	2004	0.9%
241876	1793	0.8%
244755	1349	0.6%
248045	1047	0.5%
Other values (24603)	187822	84.4%
(Missing)	2401	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
23	2	< 0.1%
150	4	< 0.1%
156	6	< 0.1%
167	1	< 0.1%
171	1	< 0.1%

Value	Count	Frequency (%)
345496	1	< 0.1%
345490	1	< 0.1%
345485	1	< 0.1%
345433	1	< 0.1%
345410	1	< 0.1%

Census_ProcessorCoreCount
Real number (ℝ_≥0)

Distinct count	20
Unique (%)	< 0.1%
Missing	1094
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%

Mean	nan
Minimum	1.0
Maximum	64.0
Zeros	0
Zeros (%)	0.0%
Memory size	434.7 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
median	4
Q3	4
95-th percentile	8
Maximum	64
Range	63
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	nan
Mean	nan
Median Absolute Deviation (MAD)	nan
Skewness	nan
Sum	inf
Variance	0

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	137649	61.9%
2	52982	23.8%
8	24015	10.8%
12	2741	1.2%
6	1968	0.9%
1	1032	0.5%
16	521	0.2%
3	308	0.1%
32	58	< 0.1%
24	50	< 0.1%
Other values (10)	82	< 0.1%
(Missing)	1094	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1032	0.5%
2	52982	23.8%
3	308	0.1%
4	137649	61.9%
5	4	< 0.1%

Value	Count	Frequency (%)
64	3	< 0.1%
56	4	< 0.1%
48	4	< 0.1%
40	12	< 0.1%
36	6	< 0.1%

Census_ProcessorManufacturerIdentifier
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	1095
Missing (%)	0.5%
Memory size	434.7 KiB

5	196107
1	25296
3	2

Value	Count	Frequency (%)
5	196107	88.1%
1	25296	11.4%
3	2	< 0.1%
(Missing)	1095	0.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

Census_ProcessorModelIdentifier
Real number (ℝ_≥0)

Distinct count	1887
Unique (%)	0.9%
Missing	1095
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%

Mean	2389.8523
Minimum	19.0
Maximum	4472.0
Zeros	0
Zeros (%)	0.0%
Memory size	869.3 KiB

Quantile statistics

Minimum	19
5-th percentile	311
Q1	2056
median	2523
Q3	2883
95-th percentile	3426
Maximum	4472
Range	4453
Interquartile range (IQR)	827

Descriptive statistics

Standard deviation	828.9053955
Coefficient of variation (CV)	0.3468437791
Kurtosis	1.441684008
Mean	2389.852295
Median Absolute Deviation (MAD)	580.838562
Skewness	-1.051075339
Sum	529125248
Variance	687084.125

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2697	7829	3.5%
1998	6575	3.0%
2660	5332	2.4%
2373	4639	2.1%
2382	4480	2.0%
2640	4245	1.9%
1992	4101	1.8%
2737	3215	1.4%
3063	3208	1.4%
1985	3184	1.4%
Other values (1877)	174597	78.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19	34	< 0.1%
23	4	< 0.1%
25	7	< 0.1%
27	3	< 0.1%
29	94	< 0.1%

Value	Count	Frequency (%)
4472	1	< 0.1%
4469	1	< 0.1%
4468	1	< 0.1%
4446	1	< 0.1%
4437	1	< 0.1%

Census_ProcessorClass
Categorical

MISSING

Distinct count	3
Unique (%)	0.3%
Missing	221498
Missing (%)	99.5%
Memory size	217.5 KiB

mid	566
low	228
high	208

Value	Count	Frequency (%)
mid	566	0.3%
low	228	0.1%
high	208	0.1%
(Missing)	221498	99.5%

Length

Max length	4
Mean length	3.000934831
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	10	100.0%

Value	Count	Frequency (%)
Latin	10	100.0%

Value	Count	Frequency (%)
ASCII	10	100.0%

Census_PrimaryDiskTotalCapacity
Real number (ℝ_≥0)

Distinct count	605
Unique (%)	0.3%
Missing	1379
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%

Mean	531557.4154377015
Minimum	0.0
Maximum	11445248.0
Zeros	1
Zeros (%)	< 0.1%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	59640
Q1	244198
median	476940
Q3	953869
95-th percentile	953869
Maximum	11445248
Range	11445248
Interquartile range (IQR)	709671

Descriptive statistics

Standard deviation	357291.7955
Coefficient of variation (CV)	0.6721603069
Kurtosis	11.87550453
Mean	531557.4154
Median Absolute Deviation (MAD)	279611.7992
Skewness	1.401335489
Sum	1.175385073e+11
Variance	1.276574271e+11

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
476940	70823	31.8%
953869	58447	26.3%
122104	12382	5.6%
244198	11876	5.3%
305245	10518	4.7%
238475	7541	3.4%
114473	7054	3.2%
29820	6368	2.9%
715404	6196	2.8%
228936	4720	2.1%
Other values (595)	25196	11.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
10227	1	< 0.1%
14800	24	< 0.1%
14910	2	< 0.1%
14912	19	< 0.1%

Value	Count	Frequency (%)
11445248	1	< 0.1%
11444736	1	< 0.1%
5723166	2	< 0.1%
5723091	1	< 0.1%
5376000	1	< 0.1%

Census_PrimaryDiskTypeName
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	289
Missing (%)	0.1%
Memory size	217.6 KiB

HDD	146901
SSD	61254
UNKNOWN	8014
Unspecified	6042

Value	Count	Frequency (%)
HDD	146901	66.0%
SSD	61254	27.5%
UNKNOWN	8014	3.6%
Unspecified	6042	2.7%
(Missing)	289	0.1%

Length

Max length	11
Mean length	3.36131236
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	9	52.9%
Uppercase_Letter	8	47.1%

Value	Count	Frequency (%)
Latin	17	100.0%

Value	Count	Frequency (%)
ASCII	17	100.0%

Census_SystemVolumeTotalCapacity
Real number (ℝ_≥0)

Distinct count	83754
Unique (%)	37.9%
Missing	1378
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%

Mean	382266.9740686137
Minimum	0.0
Maximum	5375384.0
Zeros	2
Zeros (%)	< 0.1%
Memory size	1.7 MiB

Quantile statistics

Minimum	0
5-th percentile	40960
Q1	121027
median	250203
Q3	476164
95-th percentile	952728
Maximum	5375384
Range	5375384
Interquartile range (IQR)	355137

Descriptive statistics

Standard deviation	323012.6715
Coefficient of variation (CV)	0.8449923571
Kurtosis	4.306829133
Mean	382266.9741
Median Absolute Deviation (MAD)	252225.7663
Skewness	1.557900475
Sum	8.452763784e+10
Variance	1.043371859e+11

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
926992	1263	0.6%
953253	1119	0.5%
476389	1115	0.5%
28542	1106	0.5%
476324	1042	0.5%
952728	961	0.4%
102400	945	0.4%
475799	864	0.4%
476323	841	0.4%
952792	835	0.4%
Other values (83744)	211031	94.8%
(Missing)	1378	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
7667	1	< 0.1%
9676	1	< 0.1%
9782	1	< 0.1%
10000	1	< 0.1%

Value	Count	Frequency (%)
5375384	1	< 0.1%
3906691	1	< 0.1%
3815430	1	< 0.1%
3814881	1	< 0.1%
3814880	1	< 0.1%

Census_HasOpticalDiskDrive
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.7 MiB

0	203997
1	18503

Frequency Table

Value	Count	Frequency (%)
0	203997	91.7%
1	18503	8.3%

Census_TotalPhysicalRAM
Real number (ℝ_≥0)

Distinct count	226
Unique (%)	0.1%
Missing	1831
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%

Mean	6422.0474
Minimum	768.0
Maximum	262144.0
Zeros	0
Zeros (%)	0.0%
Memory size	869.3 KiB

Quantile statistics

Minimum	768
5-th percentile	2048
Q1	4096
median	4096
Q3	8192
95-th percentile	16384
Maximum	262144
Range	261376
Interquartile range (IQR)	4096

Descriptive statistics

Standard deviation	5048.120117
Coefficient of variation (CV)	0.7860608697
Kurtosis	148.8574677
Mean	6422.047363
Median Absolute Deviation (MAD)	3208.66626
Skewness	6.831326485
Sum	1417146752
Variance	25483518

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4096	101747	45.7%
8192	58972	26.5%
2048	22297	10.0%
16384	15231	6.8%
6144	10444	4.7%
12288	4489	2.0%
3072	3241	1.5%
32768	1632	0.7%
1024	809	0.4%
24576	359	0.2%
Other values (216)	1448	0.7%
(Missing)	1831	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
768	1	< 0.1%
991	1	< 0.1%
1013	1	< 0.1%
1014	1	< 0.1%
1015	2	< 0.1%

Value	Count	Frequency (%)
262144	2	< 0.1%
196608	2	< 0.1%
131072	28	< 0.1%
98304	3	< 0.1%
90112	1	< 0.1%

Census_ChassisTypeName
Categorical

Distinct count	35
Unique (%)	< 0.1%
Missing	15
Missing (%)	< 0.1%
Memory size	218.9 KiB

Notebook	131600
Desktop	48638
Laptop	16821
Portable	8758
AllinOne	5185
Other values (30)	11483

Value	Count	Frequency (%)
Notebook	131600	59.1%
Desktop	48638	21.9%
Laptop	16821	7.6%
Portable	8758	3.9%
AllinOne	5185	2.3%
MiniTower	2217	1.0%
Convertible	2030	0.9%
UNKNOWN	1530	0.7%
LowProfileDesktop	1278	0.6%
Other	985	0.4%
Other values (25)	3443	1.5%

Length

Max length	19
Mean length	7.717640449
Min length	1

Value	Count	Frequency (%)
Lowercase_Letter	21	50.0%
Uppercase_Letter	17	40.5%
Decimal_Number	4	9.5%

Value	Count	Frequency (%)
Latin	38	90.5%
Common	4	9.5%

Value	Count	Frequency (%)
ASCII	42	100.0%

HasDetections
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.7 MiB

1	222500

Frequency Table

Value	Count	Frequency (%)
1	222500	100.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

First rows

	df_index	Census_MDC2FormFactor	Census_DeviceFamily	Census_OEMNameIdentifier	Census_OEMModelIdentifier	Census_ProcessorCoreCount	Census_ProcessorManufacturerIdentifier	Census_ProcessorModelIdentifier	Census_ProcessorClass	Census_PrimaryDiskTotalCapacity	Census_PrimaryDiskTypeName	Census_SystemVolumeTotalCapacity	Census_HasOpticalDiskDrive	Census_TotalPhysicalRAM	Census_ChassisTypeName	HasDetections
0	3	Notebook	Windows.Desktop	1443.0	256685.0	4.0	5.0	3063.0	NaN	953869.0	HDD	149500.0	0	8192.0	Notebook	1
1	5	Notebook	Windows.Desktop	4894.0	272191.0	2.0	5.0	2097.0	NaN	953869.0	HDD	953160.0	0	4096.0	Notebook	1
2	6	Desktop	Windows.Desktop	1443.0	275893.0	8.0	5.0	2962.0	NaN	244198.0	SSD	243645.0	0	16384.0	MiniTower	1
3	9	Notebook	Windows.Desktop	585.0	189551.0	2.0	5.0	2097.0	NaN	476940.0	HDD	475798.0	1	4096.0	Notebook	1
4	10	Desktop	Windows.Desktop	924.0	193916.0	2.0	5.0	3195.0	NaN	476940.0	HDD	198572.0	0	2048.0	Desktop	1
5	11	Notebook	Windows.Desktop	525.0	331192.0	4.0	5.0	2321.0	NaN	476940.0	HDD	100000.0	0	2048.0	Notebook	1
6	12	Notebook	Windows.Desktop	2206.0	229872.0	2.0	5.0	1983.0	NaN	476940.0	HDD	461312.0	0	2048.0	Notebook	1
7	15	AllInOne	Windows.Desktop	3035.0	263666.0	4.0	5.0	2407.0	NaN	228936.0	SSD	228320.0	0	4096.0	Desktop	1
8	17	Desktop	Windows.Desktop	3035.0	263637.0	8.0	5.0	2966.0	NaN	1907729.0	HDD	1906339.0	0	16384.0	Desktop	1
9	18	Notebook	Windows.Desktop	4730.0	310837.0	4.0	5.0	2296.0	NaN	715404.0	HDD	704278.0	0	6144.0	Notebook	1

Last rows

	df_index	Census_MDC2FormFactor	Census_DeviceFamily	Census_OEMNameIdentifier	Census_OEMModelIdentifier	Census_ProcessorCoreCount	Census_ProcessorManufacturerIdentifier	Census_ProcessorModelIdentifier	Census_ProcessorClass	Census_PrimaryDiskTotalCapacity	Census_PrimaryDiskTypeName	Census_SystemVolumeTotalCapacity	Census_HasOpticalDiskDrive	Census_TotalPhysicalRAM	Census_ChassisTypeName	HasDetections
222490	446217	Notebook	Windows.Desktop	2102.0	229920.0	2.0	5.0	1998.0	NaN	476940.0	HDD	461953.0	0	4096.0	Notebook	1
222491	446218	Notebook	Windows.Desktop	525.0	331178.0	8.0	5.0	2737.0	NaN	953869.0	HDD	952792.0	0	8192.0	Notebook	1
222492	446219	Notebook	Windows.Desktop	585.0	189211.0	4.0	5.0	3499.0	NaN	122104.0	SSD	121488.0	0	4096.0	Notebook	1
222493	446221	Notebook	Windows.Desktop	585.0	189592.0	4.0	5.0	3063.0	NaN	122104.0	SSD	122102.0	0	8192.0	Notebook	1
222494	446223	Notebook	Windows.Desktop	2206.0	244755.0	4.0	1.0	187.0	NaN	476940.0	HDD	455604.0	0	4096.0	Notebook	1
222495	446224	Notebook	Windows.Desktop	525.0	331054.0	2.0	5.0	2097.0	NaN	476940.0	HDD	475863.0	0	4096.0	Notebook	1
222496	446231	Notebook	Windows.Desktop	525.0	331260.0	2.0	5.0	2012.0	NaN	476940.0	HDD	454536.0	1	4096.0	Notebook	1
222497	446235	Desktop	Windows.Desktop	3150.0	328141.0	8.0	5.0	2891.0	NaN	102399.0	SSD	101898.0	0	12288.0	Desktop	1
222498	446241	AllInOne	Windows.Desktop	666.0	340349.0	4.0	5.0	2510.0	NaN	953869.0	HDD	204800.0	0	16384.0	AllinOne	1
222499	446244	Desktop	Windows.Desktop	1443.0	275846.0	2.0	5.0	3212.0	NaN	238418.0	UNKNOWN	99147.0	0	3072.0	MiniTower	1

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Missing values

Sample

First rows

Last rows